MambaIR: A Simple Baseline for Image Restoration with State-Space Model

23 February 2024

Papers citing "MambaIR: A Simple Baseline for Image Restoration with State-Space Model"

46 / 46 papers shown

Title
UnfoldIR: Rethinking Deep Unfolding Network in Illumination Degradation Image Restoration Chunming He Rihan Zhang Fengyang Xiao Chengyu Fang Longxiang Tang Y. Zhang Sina Farsiu 28 0 0 10 May 2025
PRE-Mamba: A 4D State Space Model for Ultra-High-Frequent Event Camera Deraining Ciyu Ruan Ruishan Guo Zihang Gong J. Xu Wenhan Yang Xinlei Chen Mamba 67 0 0 08 May 2025
Image Restoration via Multi-domain Learning Xingyu Jiang Ning Gao Xiuhui Zhang Hongkun Dou Shaowen Fu Xiaoqing Zhong H. Li Yue Deng ViT 43 0 0 07 May 2025
Multi-View Learning with Context-Guided Receptance for Image Denoising Binghong Chen Tingting Chai Wei Jiang Yuanrong Xu Guanglu Zhou Xiangqian Wu 48 0 0 05 May 2025
Vision Mamba in Remote Sensing: A Comprehensive Survey of Techniques, Applications and Outlook Muyi Bao Shuchang Lyu Zhaoyang Xu Huiyu Zhou Jinchang Ren Shiming Xiang X. Li Guangliang Cheng Mamba 80 0 0 01 May 2025
DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration H. Wang Jing Zhang Haonan Guo Di Wang Jiayi Ma Bo Du 63 0 0 30 Apr 2025
Augmenting Perceptual Super-Resolution via Image Quality Predictors Fengjia Zhang Samrudhdhi B. Rangrej Tristan Aumentado-Armstrong Afsaneh Fazly Alex Levinshtein SupR 72 0 0 25 Apr 2025
NTIRE 2025 Challenge on Short-form UGC Video Quality Assessment and Enhancement: KwaiSR Dataset and Study Xin Li Xijun Wang Bingchen Li Kun Yuan Yizhen Shao Suhang Yao Ming-Ting Sun Chao Zhou Radu Timofte Zhibo Chen 43 3 0 21 Apr 2025
$NTIRE 2025 Challenge on Image Super-Resolution ($\times$4): Methods and Results$ NTIRE 2025 Challenge on Image Super-Resolution ( $\times$ 4): Methods and Results Zheng Chen Kai Liu Jue Gong J. Wang Lei Sun ... Prashant Patil Santosh Kumar Vipparthi Subrahmanyam Murala Bilel Benjdira Anas M. Ali SupR 127 0 0 20 Apr 2025
U-Shape Mamba: State Space Model for faster diffusion Alex Ergasti Filippo Botti Tomaso Fontanini Claudio Ferrari Massimo Bertozzi Andrea Prati Mamba 92 0 0 18 Apr 2025
NTIRE 2025 Challenge on Short-form UGC Video Quality Assessment and Enhancement: Methods and Results Xin Li Kun Yuan B. Li Fengbin Guan Yizhen Shao ... Guohua Zhang Z. Huang Y. Deng Qingmiao Jiang Lu Chen 55 7 0 17 Apr 2025
An Efficient and Mixed Heterogeneous Model for Image Restoration Yubin Gu Yuan Meng Kaihang Zheng Xiaoshuai Sun Jiayi Ji Weijian Ruan Liujuan Cao Rongrong Ji 19 0 0 15 Apr 2025
Learning Phase Distortion with Selective State Space Models for Video Turbulence Mitigation Xingguang Zhang Nicholas Chimitt Xijun Wang Yu Yuan Stanley H. Chan 36 0 0 03 Apr 2025
Mesh Mamba: A Unified State Space Model for Saliency Prediction in Non-Textured and Textured Meshes Kaiwei Zhang Dandan Zhu Xiongkuo Min Guangtao Zhai Mamba 52 0 0 02 Apr 2025
Bokehlicious: Photorealistic Bokeh Rendering with Controllable Apertures Tim Seizinger Florin-Alexandru Vasluianu Marcos V. Conde Zongwei Wu Radu Timofte 44 0 0 20 Mar 2025
Future-Aware Interaction Network For Motion Forecasting Shijie Li Xun Xu S. Yeo Xulei Yang Mamba 179 0 0 09 Mar 2025
SCSegamba: Lightweight Structure-Aware Vision Mamba for Crack Segmentation in Structures Hui Liu Chen Jia Fan Shi Xu Cheng Shengyong Chen Mamba 47 0 0 03 Mar 2025
HVI: A New Color Space for Low-light Image Enhancement Qingsen Yan Yixu Feng Cheng Zhang Guansong Pang Kangbiao Shi Peng Wu Wei Dong Jinqiu Sun Yanning Zhang 43 5 0 27 Feb 2025
Image Forgery Localization with State Space Models Zijie Lou Gang Cao Kun Guo Shaowei Weng Lifang Yu Mamba 94 1 0 17 Feb 2025
Linear Attention Modeling for Learned Image Compression Donghui Feng Zhengxue Cheng Shen Wang Ronghua Wu Hongwei Hu Guo Lu Li-Na Song 112 1 0 09 Feb 2025
Exploring Linear Attention Alternative for Single Image Super-Resolution Rongchang Lu Changyu Li Donghang Li Guojing Zhang Jianqiang Huang X. Li 49 0 0 01 Feb 2025
UniUIR: Considering Underwater Image Restoration as An All-in-One Learner Xu Zhang Huan Zhang Guoli Wang Q. Zhang L. Zhang Bo Du 186 0 0 22 Jan 2025
MS-Temba : Multi-Scale Temporal Mamba for Efficient Temporal Action Detection Arkaprava Sinha Monish Soundar Raj Pu Wang Ahmed Helmy Srijan Das Mamba 53 3 0 10 Jan 2025
Retinex-RAWMamba: Bridging Demosaicing and Denoising for Low-Light RAW Image Enhancement Xianmin Chen Peiliang Huang Xiaoxu Feng Dingwen Zhang Longfei Han J. Han Mamba 70 1 0 03 Jan 2025
RGBT Tracking via All-layer Multimodal Interactions with Progressive Fusion Mamba Andong Lu Wanyu Wang Chenglong Li Jin Tang B. Luo Mamba 49 2 0 31 Dec 2024
LossAgent: Towards Any Optimization Objectives for Image Processing with LLM Agents Bingchen Li Xin Li Yiting Lu Zhibo Chen 78 1 0 05 Dec 2024
Adaptive Blind All-in-One Image Restoration David Serrano-Lozano Luis Herranz Shaolin Su Javier Vázquez-Corral VLM 92 0 0 27 Nov 2024
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Eduard Zamfir Zongwei Wu Nancy Mehta Yuedong Tan Danda Pani Paudel Yulun Zhang Radu Timofte MoE 165 1 0 27 Nov 2024
MambaIRv2: Attentive State Space Restoration Hang Guo Yong Guo Yaohua Zha Yulun Zhang W. J. Li Tao Dai Shu-Tao Xia Yawei Li Mamba 122 12 0 22 Nov 2024
DiMSUM: Diffusion Mamba -- A Scalable and Unified Spatial-Frequency Method for Image Generation Hao Phung Quan Dao T. Dao Hoang Phan Dimitris Metaxas Anh Tran Mamba 64 3 0 06 Nov 2024
ShadowMamba: State-Space Model with Boundary-Region Selective Scan for Shadow Removal Xiujin Zhu Chee-Onn Chow Joon Huang Chuah Mamba 40 0 0 05 Nov 2024
Spatial-Mamba: Effective Visual State Space Models via Structure-aware State Fusion Chaodong Xiao Minghan Li Zhengqiang Zhang Deyu Meng Lei Zhang Mamba 57 4 0 19 Oct 2024
MambaRecon: MRI Reconstruction with Structured State Space Models Yilmaz Korkmaz V. Patel Mamba 35 2 0 19 Sep 2024
Perceive-IR: Learning to Perceive Degradation Better for All-in-One Image Restoration Xu Zhang Jiaqi Ma Guoli Wang Q. Zhang Huan Zhang Lefei Zhang VLM 91 6 0 28 Aug 2024
QMambaBSR: Burst Image Super-Resolution with Query State Space Model Xin Di Long Peng Peizhe Xia Wenbo Li Renjing Pei Yang Cao Yang Wang Zheng-Jun Zha 48 6 0 16 Aug 2024
LCM: Locally Constrained Compact Point Cloud Model for Masked Point Modeling Yaohua Zha Naiqi Li Yanzi Wang Tao Dai Hang Guo Bin Chen Zhi Wang Zhihao Ouyang Shu-Tao Xia Mamba 42 8 0 27 May 2024
MambaLLIE: Implicit Retinex-Aware Low Light Enhancement with Global-then-Local State Space Jiangwei Weng Zhiqiang Yan Ying Tai J. Qian Jian Yang Jun Li Mamba 29 10 0 25 May 2024
IRSRMamba: Infrared Image Super-Resolution via Mamba-based Wavelet Transform Feature Modulation Model Y. Huang Tomo Miyazaki Xiaofeng Liu S. Omachi Mamba 48 3 0 16 May 2024
WaterMamba: Visual State Space Model for Underwater Image Enhancement Meisheng Guan Haiyong Xu G. Jiang Mei Yu Yeyao Chen Ting Luo Yang Song Mamba 37 2 0 14 May 2024
SSUMamba: Spatial-Spectral Selective State Space Model for Hyperspectral Image Denoising Guanyiman Fu Fengchao Xiong Jianfeng Lu Jun Zhou Mamba 34 19 0 02 May 2024
FusionMamba: Dynamic Feature Enhancement for Multimodal Image Fusion with Mamba Xinyu Xie Yawen Cui Chio-in Ieong Tao Tan Xiaozhi Zhang Mamba 42 39 0 15 Apr 2024
Learning Enriched Features via Selective State Spaces Model for Efficient Image Deblurring Huiyu Gao Depeng Dang 34 13 0 29 Mar 2024
U-Mamba: Enhancing Long-range Dependency for Biomedical Image Segmentation Jun Ma Feifei Li Bo Wang Mamba 80 330 0 09 Jan 2024
Dynamic Attentive Graph Learning for Image Restoration Chong Mou Jian Andrew Zhang Zhuoyuan Wu DiffM 63 81 0 14 Sep 2021
Multi-Stage Progressive Image Restoration Syed Waqas Zamir Aditya Arora Salman Khan Munawar Hayat F. Khan Ming-Hsuan Yang Ling Shao 125 1,450 0 04 Feb 2021
Lightweight Image Super-Resolution with Information Multi-distillation Network Zheng Hui Xinbo Gao Yunchu Yang Xiumei Wang SupR 68 865 0 26 Sep 2019